{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sea   tulip ray   girl  bed   kangaroo apple seal  mushroom dolphin tank  bed   baby  bottle shark caterpillar turtle cattle sunflower seal  mushroom rose  couch cattle elephant can   lamp  mouse sunflower lobster wolf  house\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/24 轮训练\n",
      "----------\n",
      "train 损失: 3.7941 Top-1 准确率: 0.1357 Top-5 准确率: 0.3507\n",
      "val 损失: 3.5268 Top-1 准确率: 0.1801 Top-5 准确率: 0.4218\n",
      "\n",
      "第 1/24 轮训练\n",
      "----------\n",
      "train 损失: 3.0625 Top-1 准确率: 0.2522 Top-5 准确率: 0.5399\n",
      "val 损失: 2.9625 Top-1 准确率: 0.2714 Top-5 准确率: 0.5776\n",
      "\n",
      "第 2/24 轮训练\n",
      "----------\n",
      "train 损失: 2.6718 Top-1 准确率: 0.3270 Top-5 准确率: 0.6315\n",
      "val 损失: 2.7471 Top-1 准确率: 0.3282 Top-5 准确率: 0.6325\n",
      "\n",
      "第 3/24 轮训练\n",
      "----------\n",
      "train 损失: 2.4098 Top-1 准确率: 0.3808 Top-5 准确率: 0.6883\n",
      "val 损失: 2.3931 Top-1 准确率: 0.3926 Top-5 准确率: 0.6881\n",
      "\n",
      "第 4/24 轮训练\n",
      "----------\n",
      "train 损失: 2.2184 Top-1 准确率: 0.4205 Top-5 准确率: 0.7288\n",
      "val 损失: 2.2475 Top-1 准确率: 0.4183 Top-5 准确率: 0.7190\n",
      "\n",
      "第 5/24 轮训练\n",
      "----------\n",
      "train 损失: 2.0700 Top-1 准确率: 0.4508 Top-5 准确率: 0.7570\n",
      "val 损失: 1.9042 Top-1 准确率: 0.4971 Top-5 准确率: 0.7868\n",
      "\n",
      "第 6/24 轮训练\n",
      "----------\n",
      "train 损失: 1.9521 Top-1 准确率: 0.4784 Top-5 准确率: 0.7807\n",
      "val 损失: 2.0106 Top-1 准确率: 0.4772 Top-5 准确率: 0.7719\n",
      "\n",
      "第 7/24 轮训练\n",
      "----------\n",
      "train 损失: 1.8536 Top-1 准确率: 0.5011 Top-5 准确率: 0.7965\n",
      "val 损失: 1.9218 Top-1 准确率: 0.5011 Top-5 准确率: 0.7832\n",
      "\n",
      "第 8/24 轮训练\n",
      "----------\n",
      "train 损失: 1.7687 Top-1 准确率: 0.5192 Top-5 准确率: 0.8115\n",
      "val 损失: 1.8095 Top-1 准确率: 0.5215 Top-5 准确率: 0.8054\n",
      "\n",
      "第 9/24 轮训练\n",
      "----------\n",
      "train 损失: 1.6876 Top-1 准确率: 0.5380 Top-5 准确率: 0.8248\n",
      "val 损失: 1.6709 Top-1 准确率: 0.5498 Top-5 准确率: 0.8312\n",
      "\n",
      "第 10/24 轮训练\n",
      "----------\n",
      "train 损失: 1.6315 Top-1 准确率: 0.5523 Top-5 准确率: 0.8351\n",
      "val 损失: 1.6551 Top-1 准确率: 0.5527 Top-5 准确率: 0.8300\n",
      "\n",
      "第 11/24 轮训练\n",
      "----------\n",
      "train 损失: 1.5709 Top-1 准确率: 0.5645 Top-5 准确率: 0.8442\n",
      "val 损失: 1.7853 Top-1 准确率: 0.5303 Top-5 准确率: 0.8139\n",
      "\n",
      "第 12/24 轮训练\n",
      "----------\n",
      "train 损失: 1.5156 Top-1 准确率: 0.5798 Top-5 准确率: 0.8560\n",
      "val 损失: 1.5170 Top-1 准确率: 0.5885 Top-5 准确率: 0.8522\n",
      "\n",
      "第 13/24 轮训练\n",
      "----------\n",
      "train 损失: 1.4597 Top-1 准确率: 0.5926 Top-5 准确率: 0.8623\n",
      "val 损失: 1.5623 Top-1 准确率: 0.5797 Top-5 准确率: 0.8485\n",
      "\n",
      "第 14/24 轮训练\n",
      "----------\n",
      "train 损失: 1.4235 Top-1 准确率: 0.6006 Top-5 准确率: 0.8692\n",
      "val 损失: 1.5490 Top-1 准确率: 0.5868 Top-5 准确率: 0.8507\n",
      "\n",
      "第 15/24 轮训练\n",
      "----------\n",
      "train 损失: 1.3733 Top-1 准确率: 0.6127 Top-5 准确率: 0.8750\n",
      "val 损失: 1.4358 Top-1 准确率: 0.6070 Top-5 准确率: 0.8623\n",
      "\n",
      "第 16/24 轮训练\n",
      "----------\n",
      "train 损失: 1.3369 Top-1 准确率: 0.6215 Top-5 准确率: 0.8811\n",
      "val 损失: 1.6133 Top-1 准确率: 0.5747 Top-5 准确率: 0.8464\n",
      "\n",
      "第 17/24 轮训练\n",
      "----------\n",
      "train 损失: 1.2998 Top-1 准确率: 0.6317 Top-5 准确率: 0.8869\n",
      "val 损失: 1.4401 Top-1 准确率: 0.6088 Top-5 准确率: 0.8725\n",
      "\n",
      "第 18/24 轮训练\n",
      "----------\n",
      "train 损失: 1.2605 Top-1 准确率: 0.6408 Top-5 准确率: 0.8924\n",
      "val 损失: 1.4420 Top-1 准确率: 0.6132 Top-5 准确率: 0.8680\n",
      "\n",
      "第 19/24 轮训练\n",
      "----------\n",
      "train 损失: 1.2237 Top-1 准确率: 0.6517 Top-5 准确率: 0.8976\n",
      "val 损失: 1.5003 Top-1 准确率: 0.5976 Top-5 准确率: 0.8630\n",
      "\n",
      "第 20/24 轮训练\n",
      "----------\n",
      "train 损失: 1.1915 Top-1 准确率: 0.6584 Top-5 准确率: 0.9020\n",
      "val 损失: 1.4109 Top-1 准确率: 0.6243 Top-5 准确率: 0.8756\n",
      "\n",
      "第 21/24 轮训练\n",
      "----------\n",
      "train 损失: 1.1669 Top-1 准确率: 0.6641 Top-5 准确率: 0.9065\n",
      "val 损失: 1.5032 Top-1 准确率: 0.6019 Top-5 准确率: 0.8609\n",
      "\n",
      "第 22/24 轮训练\n",
      "----------\n",
      "train 损失: 1.1375 Top-1 准确率: 0.6735 Top-5 准确率: 0.9098\n",
      "val 损失: 1.4741 Top-1 准确率: 0.6065 Top-5 准确率: 0.8677\n",
      "\n",
      "第 23/24 轮训练\n",
      "----------\n",
      "train 损失: 1.1059 Top-1 准确率: 0.6796 Top-5 准确率: 0.9140\n",
      "val 损失: 1.3788 Top-1 准确率: 0.6334 Top-5 准确率: 0.8780\n",
      "\n",
      "第 24/24 轮训练\n",
      "----------\n",
      "train 损失: 1.0804 Top-1 准确率: 0.6876 Top-5 准确率: 0.9177\n",
      "val 损失: 1.4208 Top-1 准确率: 0.6290 Top-5 准确率: 0.8747\n",
      "\n",
      "训练完成，耗时 14m 8s\n",
      "最佳验证集准确率: 0.633400\n"
     ]
    }
   ],
   "source": [
    "#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\n",
    "scheduler = lr_scheduler.StepLR(optimizer, step_size=50, gamma=0.1)\n",
    "net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=25, testloader = testloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "de27fec9-b423-4c34-801b-cdbd8b900ee8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "400f5920-69e2-472d-a629-29281243a487",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/chao_kk.py:55: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0820e2f1-6b3b-47c2-bab3-7cf02cfc182b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('data_enhanced_baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "75968b42-66f1-485b-9017-f60049d84e71",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/9 轮训练\n",
      "----------\n",
      "train 损失: 1.0792 Top-1 准确率: 0.6885 Top-5 准确率: 0.9176\n",
      "val 损失: 1.3920 Top-1 准确率: 0.6319 Top-5 准确率: 0.8827\n",
      "\n",
      "第 1/9 轮训练\n",
      "----------\n",
      "train 损失: 1.0504 Top-1 准确率: 0.6913 Top-5 准确率: 0.9222\n",
      "val 损失: 1.4055 Top-1 准确率: 0.6306 Top-5 准确率: 0.8745\n",
      "\n",
      "第 2/9 轮训练\n",
      "----------\n",
      "train 损失: 1.0320 Top-1 准确率: 0.6983 Top-5 准确率: 0.9243\n",
      "val 损失: 1.3826 Top-1 准确率: 0.6373 Top-5 准确率: 0.8860\n",
      "\n",
      "第 3/9 轮训练\n",
      "----------\n",
      "train 损失: 1.0065 Top-1 准确率: 0.7067 Top-5 准确率: 0.9253\n",
      "val 损失: 1.4381 Top-1 准确率: 0.6247 Top-5 准确率: 0.8779\n",
      "\n",
      "第 4/9 轮训练\n",
      "----------\n",
      "train 损失: 0.9807 Top-1 准确率: 0.7113 Top-5 准确率: 0.9298\n",
      "val 损失: 1.4328 Top-1 准确率: 0.6304 Top-5 准确率: 0.8778\n",
      "\n",
      "第 5/9 轮训练\n",
      "----------\n",
      "train 损失: 0.9657 Top-1 准确率: 0.7163 Top-5 准确率: 0.9313\n",
      "val 损失: 1.2840 Top-1 准确率: 0.6583 Top-5 准确率: 0.8962\n",
      "\n",
      "第 6/9 轮训练\n",
      "----------\n",
      "train 损失: 0.9295 Top-1 准确率: 0.7261 Top-5 准确率: 0.9357\n",
      "val 损失: 1.3059 Top-1 准确率: 0.6567 Top-5 准确率: 0.8938\n",
      "\n",
      "第 7/9 轮训练\n",
      "----------\n",
      "train 损失: 0.9158 Top-1 准确率: 0.7304 Top-5 准确率: 0.9375\n",
      "val 损失: 1.4038 Top-1 准确率: 0.6416 Top-5 准确率: 0.8823\n",
      "\n",
      "第 8/9 轮训练\n",
      "----------\n",
      "train 损失: 0.8952 Top-1 准确率: 0.7346 Top-5 准确率: 0.9406\n",
      "val 损失: 1.3916 Top-1 准确率: 0.6411 Top-5 准确率: 0.8833\n",
      "\n",
      "第 9/9 轮训练\n",
      "----------\n",
      "train 损失: 0.8734 Top-1 准确率: 0.7398 Top-5 准确率: 0.9427\n",
      "val 损失: 1.4050 Top-1 准确率: 0.6426 Top-5 准确率: 0.8894\n",
      "\n",
      "训练完成，耗时 5m 36s\n",
      "最佳验证集准确率: 0.658300\n"
     ]
    }
   ],
   "source": [
    "net2, (train_losses2, train_top1_accs2, train_top5_accs2, val_losses2, val_top1_accs2, val_top5_accs2) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=10, testloader = testloader)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a8c18b3-64ff-4f94-be97-c8987e8a1e1d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a4668357-ac32-4568-b690-63df1fbf141f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/14 轮训练\n",
      "----------\n",
      "train 损失: 0.9315 Top-1 准确率: 0.7235 Top-5 准确率: 0.9360\n",
      "val 损失: 1.3556 Top-1 准确率: 0.6518 Top-5 准确率: 0.8907\n",
      "\n",
      "第 1/14 轮训练\n",
      "----------\n",
      "train 损失: 0.9191 Top-1 准确率: 0.7274 Top-5 准确率: 0.9369\n",
      "val 损失: 1.4263 Top-1 准确率: 0.6368 Top-5 准确率: 0.8836\n",
      "\n",
      "第 2/14 轮训练\n",
      "----------\n",
      "train 损失: 0.8923 Top-1 准确率: 0.7360 Top-5 准确率: 0.9418\n",
      "val 损失: 1.3434 Top-1 准确率: 0.6556 Top-5 准确率: 0.8890\n",
      "\n",
      "第 3/14 轮训练\n",
      "----------\n",
      "train 损失: 0.8781 Top-1 准确率: 0.7416 Top-5 准确率: 0.9423\n",
      "val 损失: 1.3677 Top-1 准确率: 0.6533 Top-5 准确率: 0.8921\n",
      "\n",
      "第 4/14 轮训练\n",
      "----------\n",
      "train 损失: 0.8642 Top-1 准确率: 0.7430 Top-5 准确率: 0.9430\n",
      "val 损失: 1.3198 Top-1 准确率: 0.6612 Top-5 准确率: 0.8929\n",
      "\n",
      "第 5/14 轮训练\n",
      "----------\n",
      "train 损失: 0.8282 Top-1 准确率: 0.7511 Top-5 准确率: 0.9486\n",
      "val 损失: 1.3841 Top-1 准确率: 0.6500 Top-5 准确率: 0.8887\n",
      "\n",
      "第 6/14 轮训练\n",
      "----------\n",
      "train 损失: 0.8059 Top-1 准确率: 0.7588 Top-5 准确率: 0.9498\n",
      "val 损失: 1.3791 Top-1 准确率: 0.6465 Top-5 准确率: 0.8887\n",
      "\n",
      "第 7/14 轮训练\n",
      "----------\n",
      "train 损失: 0.8028 Top-1 准确率: 0.7586 Top-5 准确率: 0.9509\n",
      "val 损失: 1.3261 Top-1 准确率: 0.6672 Top-5 准确率: 0.8958\n",
      "\n",
      "第 8/14 轮训练\n",
      "----------\n",
      "train 损失: 0.7780 Top-1 准确率: 0.7657 Top-5 准确率: 0.9543\n",
      "val 损失: 1.3844 Top-1 准确率: 0.6533 Top-5 准确率: 0.8923\n",
      "\n",
      "第 9/14 轮训练\n",
      "----------\n",
      "train 损失: 0.7656 Top-1 准确率: 0.7692 Top-5 准确率: 0.9554\n",
      "val 损失: 1.4391 Top-1 准确率: 0.6435 Top-5 准确率: 0.8845\n",
      "\n",
      "第 10/14 轮训练\n",
      "----------\n",
      "train 损失: 0.7549 Top-1 准确率: 0.7727 Top-5 准确率: 0.9550\n",
      "val 损失: 1.3928 Top-1 准确率: 0.6576 Top-5 准确率: 0.8942\n",
      "\n",
      "第 11/14 轮训练\n",
      "----------\n",
      "train 损失: 0.7269 Top-1 准确率: 0.7798 Top-5 准确率: 0.9585\n",
      "val 损失: 1.3609 Top-1 准确率: 0.6618 Top-5 准确率: 0.8973\n",
      "\n",
      "第 12/14 轮训练\n",
      "----------\n",
      "train 损失: 0.7266 Top-1 准确率: 0.7814 Top-5 准确率: 0.9584\n",
      "val 损失: 1.4096 Top-1 准确率: 0.6517 Top-5 准确率: 0.8898\n",
      "\n",
      "第 13/14 轮训练\n",
      "----------\n",
      "train 损失: 0.7048 Top-1 准确率: 0.7854 Top-5 准确率: 0.9606\n",
      "val 损失: 1.4036 Top-1 准确率: 0.6609 Top-5 准确率: 0.8938\n",
      "\n",
      "第 14/14 轮训练\n",
      "----------\n",
      "train 损失: 0.6849 Top-1 准确率: 0.7914 Top-5 准确率: 0.9643\n",
      "val 损失: 1.3707 Top-1 准确率: 0.6690 Top-5 准确率: 0.8971\n",
      "\n",
      "训练完成，耗时 8m 22s\n",
      "最佳验证集准确率: 0.669000\n"
     ]
    }
   ],
   "source": [
    "net3, (train_losses3, train_top1_accs3, train_top5_accs3, val_losses3, val_top1_accs3, val_top5_accs3) = train_model(trainloader, net2, criterion, optimizer, device, scheduler, num_epochs=15, testloader = testloader)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9a78ac59-1503-4419-865e-440ddad0e3e2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6394\n",
      "Accuracy for class: apple is 79.0 %\n",
      "Accuracy for class: aquarium_fish is 71.0 %\n",
      "Accuracy for class: baby  is 60.0 %\n",
      "Accuracy for class: bear  is 32.0 %\n",
      "Accuracy for class: beaver is 50.0 %\n",
      "Accuracy for class: bed   is 66.0 %\n",
      "Accuracy for class: bee   is 77.0 %\n",
      "Accuracy for class: beetle is 71.0 %\n",
      "Accuracy for class: bicycle is 75.0 %\n",
      "Accuracy for class: bottle is 86.0 %\n",
      "Accuracy for class: bowl  is 54.0 %\n",
      "Accuracy for class: boy   is 44.0 %\n",
      "Accuracy for class: bridge is 66.0 %\n",
      "Accuracy for class: bus   is 77.0 %\n",
      "Accuracy for class: butterfly is 63.0 %\n",
      "Accuracy for class: camel is 66.0 %\n",
      "Accuracy for class: can   is 67.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 58.0 %\n",
      "Accuracy for class: cattle is 54.0 %\n",
      "Accuracy for class: chair is 84.0 %\n",
      "Accuracy for class: chimpanzee is 78.0 %\n",
      "Accuracy for class: clock is 58.0 %\n",
      "Accuracy for class: cloud is 79.0 %\n",
      "Accuracy for class: cockroach is 69.0 %\n",
      "Accuracy for class: couch is 60.0 %\n",
      "Accuracy for class: crab  is 58.0 %\n",
      "Accuracy for class: crocodile is 40.0 %\n",
      "Accuracy for class: cup   is 78.0 %\n",
      "Accuracy for class: dinosaur is 60.0 %\n",
      "Accuracy for class: dolphin is 61.0 %\n",
      "Accuracy for class: elephant is 47.0 %\n",
      "Accuracy for class: flatfish is 54.0 %\n",
      "Accuracy for class: forest is 73.0 %\n",
      "Accuracy for class: fox   is 67.0 %\n",
      "Accuracy for class: girl  is 57.0 %\n",
      "Accuracy for class: hamster is 68.0 %\n",
      "Accuracy for class: house is 66.0 %\n",
      "Accuracy for class: kangaroo is 59.0 %\n",
      "Accuracy for class: keyboard is 83.0 %\n",
      "Accuracy for class: lamp  is 53.0 %\n",
      "Accuracy for class: lawn_mower is 79.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 70.0 %\n",
      "Accuracy for class: lizard is 37.0 %\n",
      "Accuracy for class: lobster is 46.0 %\n",
      "Accuracy for class: man   is 49.0 %\n",
      "Accuracy for class: maple_tree is 55.0 %\n",
      "Accuracy for class: motorcycle is 96.0 %\n",
      "Accuracy for class: mountain is 79.0 %\n",
      "Accuracy for class: mouse is 39.0 %\n",
      "Accuracy for class: mushroom is 64.0 %\n",
      "Accuracy for class: oak_tree is 78.0 %\n",
      "Accuracy for class: orange is 94.0 %\n",
      "Accuracy for class: orchid is 72.0 %\n",
      "Accuracy for class: otter is 36.0 %\n",
      "Accuracy for class: palm_tree is 86.0 %\n",
      "Accuracy for class: pear  is 66.0 %\n",
      "Accuracy for class: pickup_truck is 78.0 %\n",
      "Accuracy for class: pine_tree is 57.0 %\n",
      "Accuracy for class: plain is 92.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 79.0 %\n",
      "Accuracy for class: porcupine is 47.0 %\n",
      "Accuracy for class: possum is 38.0 %\n",
      "Accuracy for class: rabbit is 46.0 %\n",
      "Accuracy for class: raccoon is 63.0 %\n",
      "Accuracy for class: ray   is 50.0 %\n",
      "Accuracy for class: road  is 91.0 %\n",
      "Accuracy for class: rocket is 72.0 %\n",
      "Accuracy for class: rose  is 55.0 %\n",
      "Accuracy for class: sea   is 72.0 %\n",
      "Accuracy for class: seal  is 28.0 %\n",
      "Accuracy for class: shark is 47.0 %\n",
      "Accuracy for class: shrew is 42.0 %\n",
      "Accuracy for class: skunk is 86.0 %\n",
      "Accuracy for class: skyscraper is 85.0 %\n",
      "Accuracy for class: snail is 46.0 %\n",
      "Accuracy for class: snake is 51.0 %\n",
      "Accuracy for class: spider is 74.0 %\n",
      "Accuracy for class: squirrel is 46.0 %\n",
      "Accuracy for class: streetcar is 50.0 %\n",
      "Accuracy for class: sunflower is 85.0 %\n",
      "Accuracy for class: sweet_pepper is 53.0 %\n",
      "Accuracy for class: table is 49.0 %\n",
      "Accuracy for class: tank  is 79.0 %\n",
      "Accuracy for class: telephone is 66.0 %\n",
      "Accuracy for class: television is 79.0 %\n",
      "Accuracy for class: tiger is 66.0 %\n",
      "Accuracy for class: tractor is 72.0 %\n",
      "Accuracy for class: train is 75.0 %\n",
      "Accuracy for class: trout is 78.0 %\n",
      "Accuracy for class: tulip is 51.0 %\n",
      "Accuracy for class: turtle is 56.0 %\n",
      "Accuracy for class: wardrobe is 95.0 %\n",
      "Accuracy for class: whale is 59.0 %\n",
      "Accuracy for class: willow_tree is 57.0 %\n",
      "Accuracy for class: wolf  is 75.0 %\n",
      "Accuracy for class: woman is 31.0 %\n",
      "Accuracy for class: worm  is 59.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fee92407-cdd0-4567-b047-04d0733e7352",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df21b0f2-62b7-4ce3-a94d-cacbf4e26aa8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
